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    "* 备注\n",
    "> 1. 城市：\"全国\"、\"北京\"、\"上海\"、\"天津\"、\"重庆\"、\"广州\"、\"深圳\"、\"苏州\"、\"南京\"、\"杭州\"、\"大连\"、\"成都\"、\"武汉\"、\"西安\"\n",
    "> 2. 关键词：不限制\n",
    "> 3. 工作经验：\"应届生\"、\"实习生\"、\"1年以内\"、\"1-3年\"、\"3-5年\"、\"5-10年\"、\"10年以上\"\n",
    "> 4. 公司规模：1-49人、50-99人、100-499人、500-999人、1000-2000人、2000-5000人、10000人以上"
   ]
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'hasNext': False}}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页,接下来将先等待5秒...然后继续抓取\n"
     ]
    },
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"e0b073932e55b003b062894...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[市场营销, 活动策划, 市场策划, KOL, 政府/社会服务]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>用户增长与运营，深圳 (MJ007349)</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>经验不限</td>\n",
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       "      <td>58933487</td>\n",
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       "      <td>8626076</td>\n",
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       "      <td>10000人以上</td>\n",
       "      <td>636685295f464d5d0800357c02u.png</td>\n",
       "      <td>特斯拉汽车（北京）有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8626076/</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>{\"jobKind\":\"2\",\"imId\":\"3dc619f117bb363f5d887c6...</td>\n",
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       "      <td>[市场营销, KOL]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>用户增长与运营，深圳 (MJ007349)</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>55052293</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘顾问</td>\n",
       "      <td>25f31b190a09e347137770a5f7924e7c</td>\n",
       "      <td>5fe59ae01ef4276c83ed107706u.jpg</td>\n",
       "      <td>8626076</td>\n",
       "      <td>新能源汽车</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>636685295f464d5d0800357c02u.png</td>\n",
       "      <td>特斯拉汽车（北京）有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8626076/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"0c7260af0eb73f8d99eeb04...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[数据分析, 用户增长, 用户研究]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>商务经理（用户增长-深圳）</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>44470603</td>\n",
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       "      <td>f7ff1de94800af778064a49207dabe5f</td>\n",
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       "      <td>9808147</td>\n",
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       "      <td>2000-5000人</td>\n",
       "      <td>62ff30ffe8dce85d7c934dff08u.png</td>\n",
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       "      <td>https://www.liepin.com/company/9808147/</td>\n",
       "      <td>港股上市</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"0c7260af0eb73f8d99eeb04...</td>\n",
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       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>商务经理（用户增长）</td>\n",
       "      <td>深圳-福田区</td>\n",
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       "      <td>9808147</td>\n",
       "      <td>区块链</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>62ff30ffe8dce85d7c934dff08u.png</td>\n",
       "      <td>欧科云链</td>\n",
       "      <td>https://www.liepin.com/company/9808147/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"468fce563711bd45d2e7a31...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>综合管培生</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>62111081</td>\n",
       "      <td>...</td>\n",
       "      <td>总经理</td>\n",
       "      <td>201c7ff7b010899a870ecef5ac81c28c</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>9911071</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市渡尔教育咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9911071/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"63db56239c38a05ee7b6579...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[策略运营, 用户运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>用户运营经理</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>61192851</td>\n",
       "      <td>...</td>\n",
       "      <td>人事负责人</td>\n",
       "      <td>d32306df7401e45ab8865d38efb9fab7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>13568957</td>\n",
       "      <td>汽车交易/后市场</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>648ae7cb33c9ea654281d49c01u.png</td>\n",
       "      <td>深圳二八开投资集团有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13568957/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"dbf36d183d75dc79535fdf4...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[用户运营, 策略运营, 电子商务, IT/互联网/软件, 产品运营, 活动运营, 家电类,...</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>运营推广总监</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>53357679</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>a8f4edfe66c2855e2b08215bc19e96b8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>13106553</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>628685c07ecfdf445d4b879604u.jpg</td>\n",
       "      <td>谷子智能科技咨询(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13106553/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"f92180b7ab3ededcbed9c63...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[广告投放/流量运营, 用户运营, 社群运营, 粉丝运营, 策略运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>私域运营（0-1搭建）（宠物食品行业）</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>56767815</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>925657b07f199f37a2f63418b2e1f025</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>13454711</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td></td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市瑭宠宠物用品科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13454711/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"bfaf723bd7000d1a18a8042...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>用户运营管培生</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>61173341</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源主任</td>\n",
       "      <td>39f654e81a5d1d69b56f7745bdbea65d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>9234958</td>\n",
       "      <td>生活服务O2O</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>617f4f161708e824a7583eb504u.png</td>\n",
       "      <td>轻喜到家</td>\n",
       "      <td>https://www.liepin.com/company/9234958/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"b36a16eb854624d054f897c...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[用户运营, 数据分析, 活动策划]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>运营专员</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>57392253</td>\n",
       "      <td>...</td>\n",
       "      <td>财务经理</td>\n",
       "      <td>0b89e980f8c16c7e5118500787ae28d9</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13485557</td>\n",
       "      <td>房地产租赁/中介</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广东星驰汇实业有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13485557/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"5c09ce27b784915f063dfc1...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[品类运营, 商家运营, 活动运营, 电商类目运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>电商运营实习生</td>\n",
       "      <td>深圳</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>36234493</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘</td>\n",
       "      <td>2df2fef7355103b61ea949374f40decc</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>1663745</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5bfe9d0074719d2aa34b4d5b03a.png</td>\n",
       "      <td>京东</td>\n",
       "      <td>https://www.liepin.com/company/1663745/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"13328d71feca01541825096...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[数据采集, MySQL]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>助理数据分析员</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>59237853</td>\n",
       "      <td>...</td>\n",
       "      <td>总经理</td>\n",
       "      <td>3e2af1196d60c801661d4f8c1a4ea24c</td>\n",
       "      <td>646c471407766f7a864d276d05u.png</td>\n",
       "      <td>13553713</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>长沙宇辰教育科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13553713/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"502cdf7f8c2f698fc91cdbc...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[客户管理, 团队管理]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>叨叨房车会员合伙人</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>62393465</td>\n",
       "      <td>...</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>5a0462b2ddaa5ba77f63d853bd3beac4</td>\n",
       "      <td>649e630ad5324362934770a103u.png</td>\n",
       "      <td>13590569</td>\n",
       "      <td>旅游</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市叨叨网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13590569/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"4db4605bf01c31d0cf3b784...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>mcn商务</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>60632239</td>\n",
       "      <td>...</td>\n",
       "      <td>文员</td>\n",
       "      <td>90bce6f834630f41028f3c6b378f935c</td>\n",
       "      <td>64c712ac78010f5b535b1e6d02u.png</td>\n",
       "      <td>13615835</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>晴鸟文化(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13615835/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"0302e6f490a2b3ec17c4cef...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[主机游戏, 小红书平台, 平台运营, 新媒体运营, 电商运营, 内容运营, 娱乐类, 广告...</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>小红书运营</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>62059277</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>e667162b860391b87350cf05487e3c3c</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>12943239</td>\n",
       "      <td>广播/影视/录音</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>6197c5f0da6eee3d568dd62808u.png</td>\n",
       "      <td>西域网景文化发展(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12943239/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"502cdf7f8c2f698fc91cdbc...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[网络销售, to C, 客户管理, 销售管理, 团队管理, 专业服务]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>网络/在线销售</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>62280273</td>\n",
       "      <td>...</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>5a0462b2ddaa5ba77f63d853bd3beac4</td>\n",
       "      <td>649e630ad5324362934770a103u.png</td>\n",
       "      <td>13590569</td>\n",
       "      <td>旅游</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市叨叨网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13590569/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"04100126edc86e4214eaea6...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[内容运营, 自媒体运营, 新媒体运营, 广告/传媒/文化, 教育培训]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>自媒体运营</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>61282279</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>def4388f672f67692a7bffa406e5ca58</td>\n",
       "      <td>64f05359c2275c409b1142f406u.png</td>\n",
       "      <td>13663301</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td></td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>贝壳里心理咨询(深圳)有限责任公司</td>\n",
       "      <td>https://www.liepin.com/company/13663301/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"1e560e52e397c5364810967...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[小红书平台, 内容运营, 线上运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>小红书运营</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>61500073</td>\n",
       "      <td>...</td>\n",
       "      <td>hr</td>\n",
       "      <td>bf56baa3e4a42764d9695b622911b66e</td>\n",
       "      <td>64faf28eeac52a0fe94cb5ff02u.png</td>\n",
       "      <td>13672945</td>\n",
       "      <td>文化艺术业</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市友上网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13672945/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"949b589c30c25e9b4d437e7...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>网络金融转化运营专员</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>59946903</td>\n",
       "      <td>...</td>\n",
       "      <td>数字型财富中心总监</td>\n",
       "      <td>006add82f819255b4a3de6488176e914</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>12379055</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>62e88c8f2c7e565e95ec786805u.png</td>\n",
       "      <td>国泰君安证券深圳分公司</td>\n",
       "      <td>https://www.liepin.com/company/12379055/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"e39863f17bc9da9576f5ec2...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[Python, 数据分析, 数据采集]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>数据分析师</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>50497311</td>\n",
       "      <td>...</td>\n",
       "      <td>行政专员</td>\n",
       "      <td>1dd8dfb9e83991db0000374ebd6ae4f0</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13202575</td>\n",
       "      <td>云计算/大数据</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>永弼有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13202575/</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"4d41fece402f4167e4cd5c0...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[媒介策划, 社群运营, 新媒体, 社交媒体]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>媒介策划</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>56915129</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>6398efe3921d2d20e8894f070f9b3422</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>853854</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfe9e7c74719d2aa34b958c03a.png</td>\n",
       "      <td>玛丝菲尔时装</td>\n",
       "      <td>https://www.liepin.com/company/853854/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"a19228f2f5b67e9b8fa263e...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[短视频运营, 数据分析]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>Tik Tok运营</td>\n",
       "      <td>深圳</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>大专</td>\n",
       "      <td>54902227</td>\n",
       "      <td>...</td>\n",
       "      <td>人事助理</td>\n",
       "      <td>a9eff653082c36d865b3142aed42ac25</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>9203061</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>5bfe96b874719df0ac99154603a.png</td>\n",
       "      <td>深圳市聚讯科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9203061/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"1f33e1ad3a45b6bd160b5b3...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[市场推广, 线下推广]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>市场营销推广专员</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>大专</td>\n",
       "      <td>30967495</td>\n",
       "      <td>...</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>f11993dd8da5e4e41c78171df53f8e81</td>\n",
       "      <td>5f3cd25df6d1ab584738031f08u.png</td>\n",
       "      <td>12337239</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>云顶集团</td>\n",
       "      <td>https://www.liepin.com/company/12337239/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"035fffefeeaa99b4fb8879f...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[社群运营, 文案策划, 电商运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>社群运营专员</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>55851189</td>\n",
       "      <td>...</td>\n",
       "      <td>资深招聘hr</td>\n",
       "      <td>2bc4eef8d8fc10356c54599535e784e7</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>8537928</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5bfea00c74719d2aa34be33603a.png</td>\n",
       "      <td>上海寻梦信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8537928/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"1f33e1ad3a45b6bd160b5b3...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[市场推广, 线下推广]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>市场推广经理</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>30967325</td>\n",
       "      <td>...</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>f11993dd8da5e4e41c78171df53f8e81</td>\n",
       "      <td>5f3cd25df6d1ab584738031f08u.png</td>\n",
       "      <td>12337239</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>云顶集团</td>\n",
       "      <td>https://www.liepin.com/company/12337239/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"8af6bc5c2e70677171de52c...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[广告产品, to C, 广告行业, 需求挖掘, web端产品]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>商业产品经理（CPD广告）(017428)</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>52337891</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>ba8bad2fc267c62e1e6b3a2de6621eed</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>4787049</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5d7853b6d0e79f08cff5a19603u.png</td>\n",
       "      <td>vivo</td>\n",
       "      <td>https://www.liepin.com/company/4787049/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"89a61dde7da75a2b244e08c...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[IT/互联网/软件, 策略运营, 用户运营, 业务运营, 教育培训]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>产品运营主管</td>\n",
       "      <td>深圳</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>44612915</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>7ba450eca092178c5a555ecc140b9092</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>12986255</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳一同芯咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12986255/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"820fdeb57f1478f48c8c33f...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[金融领域, 云计算领域]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>【华为】算法工程师</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>48969793</td>\n",
       "      <td>...</td>\n",
       "      <td>Data-算法工程师</td>\n",
       "      <td>14570a08d79ca322fe5ac3409699f7df</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>12255771</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>64361496b4c948430877130e04u.jpg</td>\n",
       "      <td>华为云计算技术有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12255771/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"506d38d28081b1b7882b84a...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[新媒体运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>深圳</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>42783401</td>\n",
       "      <td>...</td>\n",
       "      <td>助理总经理/总经理助理（高管级）</td>\n",
       "      <td>81496268d3a7bee59a3a44c59453e051</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>12475797</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td></td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>众康联(深圳)科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12475797/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"fc8f09533577a2f5c900942...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[视觉算法, 深度学习, 目标检测, 人脸识别, 算法开发, 数据分析, Python, 算...</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>算法工程师</td>\n",
       "      <td>深圳</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>48808839</td>\n",
       "      <td>...</td>\n",
       "      <td>软件工程师</td>\n",
       "      <td>eee0448ffd473035247abe4b9c7de891</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>954482</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>54d1e9dd712eb4f6b84d200502c.png</td>\n",
       "      <td>华为</td>\n",
       "      <td>https://www.liepin.com/company/954482/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"52b12114543b6723f580363...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[社群运营, 社区运营, 粉丝运营, 内容运营, O2O, 线上运营, 线下运营, to C...</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>社群运营专员</td>\n",
       "      <td>深圳</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>56851973</td>\n",
       "      <td>...</td>\n",
       "      <td>总经理</td>\n",
       "      <td>7c831db428797755109390c1415050f8</td>\n",
       "      <td>621319d3b3802c5591c6580901u.png</td>\n",
       "      <td>13117813</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市库里南汽车配件有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13117813/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"1f33e1ad3a45b6bd160b5b3...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[线下推广]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>市场销售</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>30967455</td>\n",
       "      <td>...</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>f11993dd8da5e4e41c78171df53f8e81</td>\n",
       "      <td>5f3cd25df6d1ab584738031f08u.png</td>\n",
       "      <td>12337239</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>云顶集团</td>\n",
       "      <td>https://www.liepin.com/company/12337239/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"dd937a67ecfadfb33765cd2...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[电话销售, 面销, to B, IT/互联网/软件]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>销售工程师</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>57881635</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>c770814e0f8928cdc35e05886f0fad0d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>1902693</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>622f078e2292515cc04434ac05u.png</td>\n",
       "      <td>珍岛信息技术（上海）股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/1902693/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"fb5975c45dec6bdbbf1edd1...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[内容运营, 新媒体运营, 用户增长, 用户运营, 精通西语]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>西语运营实习生</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>55841439</td>\n",
       "      <td>...</td>\n",
       "      <td>CMO/市场合伙人</td>\n",
       "      <td>7bf2ada96c791f61e5239b057b5605e9</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>13407973</td>\n",
       "      <td>互联网</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳灵鸽人工智能有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13407973/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"e6181bd5e552e13a4cbaecd...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[团队管理, 客户管理]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>渠道经理</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>56271481</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>bd2e58f453e9b77daf22cf2ceab4a4c2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>13433179</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>62c8b98c22d7c248eb60d3d004u.jpg</td>\n",
       "      <td>深圳市致诚信息有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13433179/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"25b03a40a39e7a723eae059...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[市场洞察, 渠道销售]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>销售顾问</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>58358851</td>\n",
       "      <td>...</td>\n",
       "      <td>行政部</td>\n",
       "      <td>c3dd9db971f2922e3f52484d85bc97af</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>10233123</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>潮万科技(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/10233123/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"9196dfb27947f9e37c654f0...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[新媒体运营, 短视频运营, 自媒体运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>新媒体运营</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>42431481</td>\n",
       "      <td>...</td>\n",
       "      <td>媒介事务部总监（品牌总监）</td>\n",
       "      <td>5378fe605298e264bada1563ce687179</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>12898201</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>触碰传媒(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12898201/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"484a5576e7cadc383cf0acd...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[拓展培训, 客户管理, 渠道销售]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>商务BD</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>43334567</td>\n",
       "      <td>...</td>\n",
       "      <td>外贸文员</td>\n",
       "      <td>0268468ca820508c35a88649c41e00ae</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>12938339</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>中油科技(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12938339/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"1f33e1ad3a45b6bd160b5b3...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[市场推广, 线下推广]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>市场推广</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>30968257</td>\n",
       "      <td>...</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>f11993dd8da5e4e41c78171df53f8e81</td>\n",
       "      <td>5f3cd25df6d1ab584738031f08u.png</td>\n",
       "      <td>12337239</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>云顶集团</td>\n",
       "      <td>https://www.liepin.com/company/12337239/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"e7485de57b659f95be39000...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[市场营销, 市场推广]</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>市场推广</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>30916259</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>ff99d4b0c4af48483f7329f85d93dbec</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>12337239</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>云顶集团</td>\n",
       "      <td>https://www.liepin.com/company/12337239/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"imId\":\"e0b073932e55b003b062894...   \n",
       "1   {\"jobKind\":\"2\",\"imId\":\"3dc619f117bb363f5d887c6...   \n",
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       "8   {\"jobKind\":\"2\",\"imId\":\"bfaf723bd7000d1a18a8042...   \n",
       "9   {\"jobKind\":\"2\",\"imId\":\"b36a16eb854624d054f897c...   \n",
       "10  {\"jobKind\":\"2\",\"imId\":\"5c09ce27b784915f063dfc1...   \n",
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       "12  {\"jobKind\":\"2\",\"imId\":\"502cdf7f8c2f698fc91cdbc...   \n",
       "13  {\"jobKind\":\"2\",\"imId\":\"4db4605bf01c31d0cf3b784...   \n",
       "14  {\"jobKind\":\"2\",\"imId\":\"0302e6f490a2b3ec17c4cef...   \n",
       "15  {\"jobKind\":\"2\",\"imId\":\"502cdf7f8c2f698fc91cdbc...   \n",
       "16  {\"jobKind\":\"2\",\"imId\":\"04100126edc86e4214eaea6...   \n",
       "17  {\"jobKind\":\"2\",\"imId\":\"1e560e52e397c5364810967...   \n",
       "18  {\"jobKind\":\"2\",\"imId\":\"949b589c30c25e9b4d437e7...   \n",
       "19  {\"jobKind\":\"2\",\"imId\":\"e39863f17bc9da9576f5ec2...   \n",
       "20  {\"jobKind\":\"2\",\"imId\":\"4d41fece402f4167e4cd5c0...   \n",
       "21  {\"jobKind\":\"2\",\"imId\":\"a19228f2f5b67e9b8fa263e...   \n",
       "22  {\"jobKind\":\"2\",\"imId\":\"1f33e1ad3a45b6bd160b5b3...   \n",
       "23  {\"jobKind\":\"2\",\"imId\":\"035fffefeeaa99b4fb8879f...   \n",
       "24  {\"jobKind\":\"2\",\"imId\":\"1f33e1ad3a45b6bd160b5b3...   \n",
       "25  {\"jobKind\":\"2\",\"imId\":\"8af6bc5c2e70677171de52c...   \n",
       "26  {\"jobKind\":\"2\",\"imId\":\"89a61dde7da75a2b244e08c...   \n",
       "27  {\"jobKind\":\"2\",\"imId\":\"820fdeb57f1478f48c8c33f...   \n",
       "28  {\"jobKind\":\"2\",\"imId\":\"506d38d28081b1b7882b84a...   \n",
       "29  {\"jobKind\":\"2\",\"imId\":\"fc8f09533577a2f5c900942...   \n",
       "30  {\"jobKind\":\"2\",\"imId\":\"52b12114543b6723f580363...   \n",
       "31  {\"jobKind\":\"2\",\"imId\":\"1f33e1ad3a45b6bd160b5b3...   \n",
       "32  {\"jobKind\":\"2\",\"imId\":\"dd937a67ecfadfb33765cd2...   \n",
       "33  {\"jobKind\":\"2\",\"imId\":\"fb5975c45dec6bdbbf1edd1...   \n",
       "34  {\"jobKind\":\"2\",\"imId\":\"e6181bd5e552e13a4cbaecd...   \n",
       "35  {\"jobKind\":\"2\",\"imId\":\"25b03a40a39e7a723eae059...   \n",
       "36  {\"jobKind\":\"2\",\"imId\":\"9196dfb27947f9e37c654f0...   \n",
       "37  {\"jobKind\":\"2\",\"imId\":\"484a5576e7cadc383cf0acd...   \n",
       "38  {\"jobKind\":\"2\",\"imId\":\"1f33e1ad3a45b6bd160b5b3...   \n",
       "39  {\"jobKind\":\"2\",\"imId\":\"e7485de57b659f95be39000...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "1   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "2   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "3   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "4   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "5   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "6   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "7   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "8   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "9   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "10  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "11  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "12  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "13  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "14  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "15  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "16  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "17  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "18  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "19  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "20  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "21  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "22  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "23  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "24  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "25  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "26  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "27  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "28  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "29  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "30  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "31  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "32  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "33  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "34  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "35  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "36  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "37  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "38  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "39  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "\n",
       "                                           job.labels job.jobKind  \\\n",
       "0                    [市场营销, 活动策划, 市场策划, KOL, 政府/社会服务]           2   \n",
       "1                                         [市场营销, KOL]           2   \n",
       "2                                  [数据分析, 用户增长, 用户研究]           2   \n",
       "3   [网络营销, 广告投放, 内容运营, 裂变拉新, 会员用户运营, 转化变现, 社群运营, 新...           2   \n",
       "4                                                  []           2   \n",
       "5                                        [策略运营, 用户运营]           2   \n",
       "6   [用户运营, 策略运营, 电子商务, IT/互联网/软件, 产品运营, 活动运营, 家电类,...           2   \n",
       "7                 [广告投放/流量运营, 用户运营, 社群运营, 粉丝运营, 策略运营]           2   \n",
       "8                                                  []           2   \n",
       "9                                  [用户运营, 数据分析, 活动策划]           2   \n",
       "10                         [品类运营, 商家运营, 活动运营, 电商类目运营]           2   \n",
       "11                                      [数据采集, MySQL]           2   \n",
       "12                                       [客户管理, 团队管理]           2   \n",
       "13                                                 []           2   \n",
       "14  [主机游戏, 小红书平台, 平台运营, 新媒体运营, 电商运营, 内容运营, 娱乐类, 广告...           2   \n",
       "15               [网络销售, to C, 客户管理, 销售管理, 团队管理, 专业服务]           2   \n",
       "16               [内容运营, 自媒体运营, 新媒体运营, 广告/传媒/文化, 教育培训]           2   \n",
       "17                                [小红书平台, 内容运营, 线上运营]           2   \n",
       "18                                                 []           2   \n",
       "19                               [Python, 数据分析, 数据采集]           2   \n",
       "20                            [媒介策划, 社群运营, 新媒体, 社交媒体]           2   \n",
       "21                                      [短视频运营, 数据分析]           2   \n",
       "22                                       [市场推广, 线下推广]           2   \n",
       "23                                 [社群运营, 文案策划, 电商运营]           2   \n",
       "24                                       [市场推广, 线下推广]           2   \n",
       "25                   [广告产品, to C, 广告行业, 需求挖掘, web端产品]           2   \n",
       "26                [IT/互联网/软件, 策略运营, 用户运营, 业务运营, 教育培训]           2   \n",
       "27                                      [金融领域, 云计算领域]           2   \n",
       "28                                            [新媒体运营]           2   \n",
       "29  [视觉算法, 深度学习, 目标检测, 人脸识别, 算法开发, 数据分析, Python, 算...           2   \n",
       "30  [社群运营, 社区运营, 粉丝运营, 内容运营, O2O, 线上运营, 线下运营, to C...           2   \n",
       "31                                             [线下推广]           2   \n",
       "32                        [电话销售, 面销, to B, IT/互联网/软件]           2   \n",
       "33                    [内容运营, 新媒体运营, 用户增长, 用户运营, 精通西语]           2   \n",
       "34                                       [团队管理, 客户管理]           2   \n",
       "35                                       [市场洞察, 渠道销售]           2   \n",
       "36                              [新媒体运营, 短视频运营, 自媒体运营]           2   \n",
       "37                                 [拓展培训, 客户管理, 渠道销售]           2   \n",
       "38                                       [市场推广, 线下推广]           2   \n",
       "39                                       [市场营销, 市场推广]           2   \n",
       "\n",
       "    job.advViewFlag              job.title  job.dq job.requireWorkYears  \\\n",
       "0             False  用户增长与运营，深圳 (MJ007349)  深圳-龙华区                 经验不限   \n",
       "1             False  用户增长与运营，深圳 (MJ007349)  深圳-南山区                 经验不限   \n",
       "2             False          商务经理（用户增长-深圳）  深圳-福田区                 经验不限   \n",
       "3             False             商务经理（用户增长）  深圳-福田区                 经验不限   \n",
       "4             False                  综合管培生  深圳-福田区                 经验不限   \n",
       "5             False                 用户运营经理  深圳-宝安区                 经验不限   \n",
       "6             False                 运营推广总监  深圳-福田区                 经验不限   \n",
       "7             False    私域运营（0-1搭建）（宠物食品行业）  深圳-福田区                 一年以下   \n",
       "8             False                用户运营管培生  深圳-宝安区                 经验不限   \n",
       "9             False                   运营专员  深圳-南山区                 经验不限   \n",
       "10            False                电商运营实习生      深圳                 经验不限   \n",
       "11            False                助理数据分析员  深圳-龙华区                 经验不限   \n",
       "12            False              叨叨房车会员合伙人  深圳-南山区                 经验不限   \n",
       "13            False                  mcn商务  深圳-南山区                 经验不限   \n",
       "14            False                  小红书运营  深圳-南山区                 经验不限   \n",
       "15            False                网络/在线销售  深圳-南山区                 经验不限   \n",
       "16            False                  自媒体运营  深圳-南山区                 经验不限   \n",
       "17            False                  小红书运营  深圳-龙岗区                 经验不限   \n",
       "18            False             网络金融转化运营专员  深圳-福田区                 经验不限   \n",
       "19            False                  数据分析师  深圳-南山区                 经验不限   \n",
       "20            False                   媒介策划  深圳-龙华区                 经验不限   \n",
       "21            False              Tik Tok运营      深圳                 一年以下   \n",
       "22            False               市场营销推广专员  深圳-福田区                 一年以下   \n",
       "23            False                 社群运营专员  深圳-福田区                 经验不限   \n",
       "24            False                 市场推广经理  深圳-福田区                 经验不限   \n",
       "25            False  商业产品经理（CPD广告）(017428)  深圳-福田区                 经验不限   \n",
       "26            False                 产品运营主管      深圳                 经验不限   \n",
       "27            False              【华为】算法工程师  深圳-龙岗区                 经验不限   \n",
       "28            False                  新媒体运营      深圳                 经验不限   \n",
       "29            False                  算法工程师      深圳                 经验不限   \n",
       "30            False                 社群运营专员      深圳                 经验不限   \n",
       "31            False                   市场销售  深圳-福田区                 经验不限   \n",
       "32            False                  销售工程师  深圳-龙华区                 经验不限   \n",
       "33            False                西语运营实习生  深圳-南山区                 一年以下   \n",
       "34            False                   渠道经理  深圳-宝安区                 经验不限   \n",
       "35            False                   销售顾问  深圳-福田区                 经验不限   \n",
       "36            False                  新媒体运营  深圳-南山区                 经验不限   \n",
       "37            False                   商务BD  深圳-南山区                 经验不限   \n",
       "38            False                   市场推广  深圳-南山区                 经验不限   \n",
       "39            False                   市场推广  深圳-龙华区                 经验不限   \n",
       "\n",
       "   job.requireEduLevel job.jobId  ...  recruiter.recruiterTitle  \\\n",
       "0                   本科  58933487  ...                      HRBP   \n",
       "1                   本科  55052293  ...                      招聘顾问   \n",
       "2                   本科  44470603  ...                        HR   \n",
       "3                 统招本科  44469399  ...                        HR   \n",
       "4                   本科  62111081  ...                       总经理   \n",
       "5                   本科  61192851  ...                     人事负责人   \n",
       "6                   本科  53357679  ...                    人力资源总监   \n",
       "7                 学历不限  56767815  ...                       招聘者   \n",
       "8                   本科  61173341  ...                    人力资源主任   \n",
       "9                   本科  57392253  ...                      财务经理   \n",
       "10                  本科  36234493  ...                        招聘   \n",
       "11                  本科  59237853  ...                       总经理   \n",
       "12                学历不限  62393465  ...                      项目经理   \n",
       "13                  本科  60632239  ...                        文员   \n",
       "14                  大专  62059277  ...                        HR   \n",
       "15                学历不限  62280273  ...                      项目经理   \n",
       "16                学历不限  61282279  ...                      HRBP   \n",
       "17                  大专  61500073  ...                        hr   \n",
       "18                统招本科  59946903  ...                 数字型财富中心总监   \n",
       "19                  大专  50497311  ...                      行政专员   \n",
       "20                  本科  56915129  ...                        HR   \n",
       "21                  大专  54902227  ...                      人事助理   \n",
       "22                  大专  30967495  ...                      人事主管   \n",
       "23                  大专  55851189  ...                    资深招聘hr   \n",
       "24                  大专  30967325  ...                      人事主管   \n",
       "25                统招本科  52337891  ...                   招聘经理/主管   \n",
       "26                  本科  44612915  ...                        HR   \n",
       "27                学历不限  48969793  ...                Data-算法工程师   \n",
       "28                  本科  42783401  ...          助理总经理/总经理助理（高管级）   \n",
       "29                  本科  48808839  ...                     软件工程师   \n",
       "30                  大专  56851973  ...                       总经理   \n",
       "31                  大专  30967455  ...                      人事主管   \n",
       "32                  本科  57881635  ...                   招聘经理/主管   \n",
       "33                学历不限  55841439  ...                 CMO/市场合伙人   \n",
       "34                学历不限  56271481  ...                        人事   \n",
       "35                学历不限  58358851  ...                       行政部   \n",
       "36                统招本科  42431481  ...             媒介事务部总监（品牌总监）   \n",
       "37                学历不限  43334567  ...                      外贸文员   \n",
       "38                  大专  30968257  ...                      人事主管   \n",
       "39               中专/中技  30916259  ...                        人事   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   cae51dc559dc97f1e81e8eb3ffb567e6  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "1   25f31b190a09e347137770a5f7924e7c  5fe59ae01ef4276c83ed107706u.jpg   \n",
       "2   f7ff1de94800af778064a49207dabe5f  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "3   f7ff1de94800af778064a49207dabe5f  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "4   201c7ff7b010899a870ecef5ac81c28c  5f8f986aea60860b75384fab08u.jpg   \n",
       "5   d32306df7401e45ab8865d38efb9fab7  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "6   a8f4edfe66c2855e2b08215bc19e96b8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "7   925657b07f199f37a2f63418b2e1f025  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "8   39f654e81a5d1d69b56f7745bdbea65d  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "9   0b89e980f8c16c7e5118500787ae28d9  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "10  2df2fef7355103b61ea949374f40decc  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "11  3e2af1196d60c801661d4f8c1a4ea24c  646c471407766f7a864d276d05u.png   \n",
       "12  5a0462b2ddaa5ba77f63d853bd3beac4  649e630ad5324362934770a103u.png   \n",
       "13  90bce6f834630f41028f3c6b378f935c  64c712ac78010f5b535b1e6d02u.png   \n",
       "14  e667162b860391b87350cf05487e3c3c  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "15  5a0462b2ddaa5ba77f63d853bd3beac4  649e630ad5324362934770a103u.png   \n",
       "16  def4388f672f67692a7bffa406e5ca58  64f05359c2275c409b1142f406u.png   \n",
       "17  bf56baa3e4a42764d9695b622911b66e  64faf28eeac52a0fe94cb5ff02u.png   \n",
       "18  006add82f819255b4a3de6488176e914  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "19  1dd8dfb9e83991db0000374ebd6ae4f0  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "20  6398efe3921d2d20e8894f070f9b3422  5f8f9865ea60860b75384fa508u.jpg   \n",
       "21  a9eff653082c36d865b3142aed42ac25  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "22  f11993dd8da5e4e41c78171df53f8e81  5f3cd25df6d1ab584738031f08u.png   \n",
       "23  2bc4eef8d8fc10356c54599535e784e7  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "24  f11993dd8da5e4e41c78171df53f8e81  5f3cd25df6d1ab584738031f08u.png   \n",
       "25  ba8bad2fc267c62e1e6b3a2de6621eed  5f8f9865ea60860b75384fa508u.jpg   \n",
       "26  7ba450eca092178c5a555ecc140b9092  5f8f9865ea60860b75384fa508u.jpg   \n",
       "27  14570a08d79ca322fe5ac3409699f7df  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "28  81496268d3a7bee59a3a44c59453e051  5f8f9865ea60860b75384fa508u.jpg   \n",
       "29  eee0448ffd473035247abe4b9c7de891  5f8f986aea60860b75384fab08u.jpg   \n",
       "30  7c831db428797755109390c1415050f8  621319d3b3802c5591c6580901u.png   \n",
       "31  f11993dd8da5e4e41c78171df53f8e81  5f3cd25df6d1ab584738031f08u.png   \n",
       "32  c770814e0f8928cdc35e05886f0fad0d  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "33  7bf2ada96c791f61e5239b057b5605e9  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "34  bd2e58f453e9b77daf22cf2ceab4a4c2  5f8f986aea60860b75384fab08u.jpg   \n",
       "35  c3dd9db971f2922e3f52484d85bc97af  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "36  5378fe605298e264bada1563ce687179  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "37  0268468ca820508c35a88649c41e00ae  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "38  f11993dd8da5e4e41c78171df53f8e81  5f3cd25df6d1ab584738031f08u.png   \n",
       "39  ff99d4b0c4af48483f7329f85d93dbec  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "\n",
       "   comp.compId comp.compIndustry comp.compScale  \\\n",
       "0      8626076             新能源汽车       10000人以上   \n",
       "1      8626076             新能源汽车       10000人以上   \n",
       "2      9808147               区块链     2000-5000人   \n",
       "3      9808147               区块链     2000-5000人   \n",
       "4      9911071              其他行业          1-49人   \n",
       "5     13568957          汽车交易/后市场       100-499人   \n",
       "6     13106553              咨询服务         50-99人   \n",
       "7     13454711             批发/零售                  \n",
       "8      9234958           生活服务O2O    5000-10000人   \n",
       "9     13485557          房地产租赁/中介          1-49人   \n",
       "10     1663745               互联网       10000人以上   \n",
       "11    13553713              培训服务       100-499人   \n",
       "12    13590569                旅游          1-49人   \n",
       "13    13615835               互联网          1-49人   \n",
       "14    12943239          广播/影视/录音          1-49人   \n",
       "15    13590569                旅游          1-49人   \n",
       "16    13663301              咨询服务                  \n",
       "17    13672945             文化艺术业          1-49人   \n",
       "18    12379055          基金/证券/期货       100-499人   \n",
       "19    13202575           云计算/大数据         50-99人   \n",
       "20      853854          服装/纺织/皮革    5000-10000人   \n",
       "21     9203061          广告/公关/会展         50-99人   \n",
       "22    12337239               互联网       10000人以上   \n",
       "23     8537928               互联网       10000人以上   \n",
       "24    12337239               互联网       10000人以上   \n",
       "25     4787049               互联网    5000-10000人   \n",
       "26    12986255            专业技术服务          1-49人   \n",
       "27    12255771             计算机软件       10000人以上   \n",
       "28    12475797              医疗机构                  \n",
       "29      954482              通信设备       10000人以上   \n",
       "30    13117813             批发/零售         50-99人   \n",
       "31    12337239               互联网       10000人以上   \n",
       "32     1902693              IT服务    5000-10000人   \n",
       "33    13407973               互联网         50-99人   \n",
       "34    13433179               互联网          1-49人   \n",
       "35    10233123               互联网          1-49人   \n",
       "36    12898201            专业技术服务          1-49人   \n",
       "37    12938339            专业技术服务         50-99人   \n",
       "38    12337239               互联网       10000人以上   \n",
       "39    12337239               互联网       10000人以上   \n",
       "\n",
       "                      comp.compLogo      comp.compName  \\\n",
       "0   636685295f464d5d0800357c02u.png      特斯拉汽车（北京）有限公司   \n",
       "1   636685295f464d5d0800357c02u.png      特斯拉汽车（北京）有限公司   \n",
       "2   62ff30ffe8dce85d7c934dff08u.png               欧科云链   \n",
       "3   62ff30ffe8dce85d7c934dff08u.png               欧科云链   \n",
       "4   61b07937d0458d53c627567e02u.jpg      深圳市渡尔教育咨询有限公司   \n",
       "5   648ae7cb33c9ea654281d49c01u.png      深圳二八开投资集团有限公司   \n",
       "6   628685c07ecfdf445d4b879604u.jpg   谷子智能科技咨询(深圳)有限公司   \n",
       "7   61b07937d0458d53c627567e02u.jpg    深圳市瑭宠宠物用品科技有限公司   \n",
       "8   617f4f161708e824a7583eb504u.png               轻喜到家   \n",
       "9   61b07937d0458d53c627567e02u.jpg        广东星驰汇实业有限公司   \n",
       "10  5bfe9d0074719d2aa34b4d5b03a.png                 京东   \n",
       "11  61b07937d0458d53c627567e02u.jpg       长沙宇辰教育科技有限公司   \n",
       "12  61b07937d0458d53c627567e02u.jpg      深圳市叨叨网络科技有限公司   \n",
       "13  61b07937d0458d53c627567e02u.jpg       晴鸟文化(深圳)有限公司   \n",
       "14  6197c5f0da6eee3d568dd62808u.png   西域网景文化发展(深圳)有限公司   \n",
       "15  61b07937d0458d53c627567e02u.jpg      深圳市叨叨网络科技有限公司   \n",
       "16  61b07937d0458d53c627567e02u.jpg  贝壳里心理咨询(深圳)有限责任公司   \n",
       "17  61b07937d0458d53c627567e02u.jpg      深圳市友上网络科技有限公司   \n",
       "18  62e88c8f2c7e565e95ec786805u.png        国泰君安证券深圳分公司   \n",
       "19  61b07937d0458d53c627567e02u.jpg             永弼有限公司   \n",
       "20  5bfe9e7c74719d2aa34b958c03a.png             玛丝菲尔时装   \n",
       "21  5bfe96b874719df0ac99154603a.png        深圳市聚讯科技有限公司   \n",
       "22  61b07937d0458d53c627567e02u.jpg               云顶集团   \n",
       "23  5bfea00c74719d2aa34be33603a.png       上海寻梦信息技术有限公司   \n",
       "24  61b07937d0458d53c627567e02u.jpg               云顶集团   \n",
       "25  5d7853b6d0e79f08cff5a19603u.png               vivo   \n",
       "26  61b07937d0458d53c627567e02u.jpg        深圳一同芯咨询有限公司   \n",
       "27  64361496b4c948430877130e04u.jpg        华为云计算技术有限公司   \n",
       "28  61b07937d0458d53c627567e02u.jpg      众康联(深圳)科技有限公司   \n",
       "29  54d1e9dd712eb4f6b84d200502c.png                 华为   \n",
       "30  61b07937d0458d53c627567e02u.jpg     深圳市库里南汽车配件有限公司   \n",
       "31  61b07937d0458d53c627567e02u.jpg               云顶集团   \n",
       "32  622f078e2292515cc04434ac05u.png   珍岛信息技术（上海）股份有限公司   \n",
       "33  61b07937d0458d53c627567e02u.jpg       深圳灵鸽人工智能有限公司   \n",
       "34  62c8b98c22d7c248eb60d3d004u.jpg        深圳市致诚信息有限公司   \n",
       "35  61b07937d0458d53c627567e02u.jpg       潮万科技(深圳)有限公司   \n",
       "36  61b07937d0458d53c627567e02u.jpg       触碰传媒(深圳)有限公司   \n",
       "37  61b07937d0458d53c627567e02u.jpg       中油科技(深圳)有限公司   \n",
       "38  61b07937d0458d53c627567e02u.jpg               云顶集团   \n",
       "39  61b07937d0458d53c627567e02u.jpg               云顶集团   \n",
       "\n",
       "                                   comp.link comp.compStage  \n",
       "0    https://www.liepin.com/company/8626076/            NaN  \n",
       "1    https://www.liepin.com/company/8626076/            NaN  \n",
       "2    https://www.liepin.com/company/9808147/           港股上市  \n",
       "3    https://www.liepin.com/company/9808147/           港股上市  \n",
       "4    https://www.liepin.com/company/9911071/          融资未公开  \n",
       "5   https://www.liepin.com/company/13568957/            NaN  \n",
       "6   https://www.liepin.com/company/13106553/            NaN  \n",
       "7   https://www.liepin.com/company/13454711/            NaN  \n",
       "8    https://www.liepin.com/company/9234958/             C轮  \n",
       "9   https://www.liepin.com/company/13485557/            NaN  \n",
       "10   https://www.liepin.com/company/1663745/            已上市  \n",
       "11  https://www.liepin.com/company/13553713/            NaN  \n",
       "12  https://www.liepin.com/company/13590569/            NaN  \n",
       "13  https://www.liepin.com/company/13615835/            NaN  \n",
       "14  https://www.liepin.com/company/12943239/            NaN  \n",
       "15  https://www.liepin.com/company/13590569/            NaN  \n",
       "16  https://www.liepin.com/company/13663301/            NaN  \n",
       "17  https://www.liepin.com/company/13672945/            NaN  \n",
       "18  https://www.liepin.com/company/12379055/            NaN  \n",
       "19  https://www.liepin.com/company/13202575/            天使轮  \n",
       "20    https://www.liepin.com/company/853854/            NaN  \n",
       "21   https://www.liepin.com/company/9203061/          融资未公开  \n",
       "22  https://www.liepin.com/company/12337239/            已上市  \n",
       "23   https://www.liepin.com/company/8537928/            已上市  \n",
       "24  https://www.liepin.com/company/12337239/            已上市  \n",
       "25   https://www.liepin.com/company/4787049/            NaN  \n",
       "26  https://www.liepin.com/company/12986255/            NaN  \n",
       "27  https://www.liepin.com/company/12255771/            NaN  \n",
       "28  https://www.liepin.com/company/12475797/          融资未公开  \n",
       "29    https://www.liepin.com/company/954482/            NaN  \n",
       "30  https://www.liepin.com/company/13117813/            NaN  \n",
       "31  https://www.liepin.com/company/12337239/            已上市  \n",
       "32   https://www.liepin.com/company/1902693/            NaN  \n",
       "33  https://www.liepin.com/company/13407973/            NaN  \n",
       "34  https://www.liepin.com/company/13433179/            NaN  \n",
       "35  https://www.liepin.com/company/10233123/          融资未公开  \n",
       "36  https://www.liepin.com/company/12898201/            NaN  \n",
       "37  https://www.liepin.com/company/12938339/          融资未公开  \n",
       "38  https://www.liepin.com/company/12337239/            已上市  \n",
       "39  https://www.liepin.com/company/12337239/            已上市  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "crawl_liepin.crawl(城市=\"深圳\",关键词=\"用户增长\",工作经验='应届生')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77cebefc",
   "metadata": {},
   "source": [
    "# 1.实现登录ccokies，获取完整数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "94bbbcdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'XSRF-TOKEN=-Y-naG4MRduq7J7ounyV4w; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697022119,1697626812,1698231299,1698835812; acw_tc=276077be16988384337067379e8d89f07772038374ae9a83b114588ee59fb4; access_system=C; user_roles=0; user_photo=5f8fa3a9dfb13a7dee343d4808u.png; user_name=%E6%9D%8E%E4%BC%9F%E9%B8%BF; new_user=false; inited_user=c0137a17cca1bb5b4c8e7779fb4f4c27; imId=441740984653098f9fc0ef4d544ec462; imId_0=441740984653098f9fc0ef4d544ec462; imClientId=441740984653098f9ae867bd6e15cbed; imClientId_0=441740984653098f9ae867bd6e15cbed; imApp_0=1; fe_im_socketSequence_new_0=3_3_3; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_46e08ae76ec43cda7ecd4408bb1e9b04%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698840161; __session_seq=23; __uv_seq=23; __tlg_event_seq=179; _ga_54YTJKWN86=GS1.1.1698838442.8.1.1698840204.0.0.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 建立登录cookie\n",
    "cookie = \"XSRF-TOKEN=-Y-naG4MRduq7J7ounyV4w; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697022119,1697626812,1698231299,1698835812; acw_tc=276077be16988384337067379e8d89f07772038374ae9a83b114588ee59fb4; access_system=C; user_roles=0; user_photo=5f8fa3a9dfb13a7dee343d4808u.png; user_name=%E6%9D%8E%E4%BC%9F%E9%B8%BF; new_user=false; inited_user=c0137a17cca1bb5b4c8e7779fb4f4c27; imId=441740984653098f9fc0ef4d544ec462; imId_0=441740984653098f9fc0ef4d544ec462; imClientId=441740984653098f9ae867bd6e15cbed; imClientId_0=441740984653098f9ae867bd6e15cbed; imApp_0=1; fe_im_socketSequence_new_0=3_3_3; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_46e08ae76ec43cda7ecd4408bb1e9b04%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698840161; __session_seq=23; __uv_seq=23; __tlg_event_seq=179; _ga_54YTJKWN86=GS1.1.1698838442.8.1.1698840204.0.0.0\"\n",
    "cookie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d4e6f30e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "登录cookie XSRF-TOKEN=-Y-naG4MRduq7J7ounyV4w; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697022119,1697626812,1698231299,1698835812; acw_tc=276077be16988384337067379e8d89f07772038374ae9a83b114588ee59fb4; access_system=C; user_roles=0; user_photo=5f8fa3a9dfb13a7dee343d4808u.png; user_name=%E6%9D%8E%E4%BC%9F%E9%B8%BF; new_user=false; inited_user=c0137a17cca1bb5b4c8e7779fb4f4c27; imId=441740984653098f9fc0ef4d544ec462; imId_0=441740984653098f9fc0ef4d544ec462; imClientId=441740984653098f9ae867bd6e15cbed; imClientId_0=441740984653098f9ae867bd6e15cbed; imApp_0=1; fe_im_socketSequence_new_0=3_3_3; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_46e08ae76ec43cda7ecd4408bb1e9b04%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698840161; __session_seq=23; __uv_seq=23; __tlg_event_seq=179; _ga_54YTJKWN86=GS1.1.1698838442.8.1.1698840204.0.0.0\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['跨境电商', 'ERP系统', '数据分析', '需求分析', 'ERP产品', '供应链产品', 'to B', '数字化转型'], 'jobId': '60169123', 'refreshTime': '20231031090524', 'jobKind': '2', 'dq': '广州-越秀区', 'topJob': True, 'title': '供应链产品经理（偏业务）', 'salary': '25-40k', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1960169123.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科', 'advViewFlag': True, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'}, 'recruiter': {'recruiterId': 'e36552938188a1aad74c93eafadb8eb7', 'imId': 'ae28de7e05e365ec4905a3841e4dc3ea', 'imUserType': '2', 'recruiterName': '王女士', 'recruiterTitle': '人事专员', 'chatted': False, 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'comp': {'compName': '文峰荟(广州)企业管理有限公司', 'compId': 13297665, 'compScale': '500-999人', 'compLogo': '634f899ab0584d35822417cb06u.png', 'link': 'https://www.liepin.com/company/13297665/', 'compIndustry': '电子商务'}, 'dataParams': '{\"jobId\":\"60169123\",\"userId\":\"e36552938188a1aad74c93eafadb8eb7\",\"jobKind\":\"2\",\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"imUserType\":\"2\",\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2260169123%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['跨境电商'], 'jobId': '62247553', 'refreshTime': '20231016194152', 'jobKind': '2', 'dq': '广州-越秀区', 'topJob': True, 'title': '高级产品经理（营销系统方向）', 'salary': '25-40k·13薪', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1962247553.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科', 'advViewFlag': True, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'}, 'recruiter': {'recruiterId': '3feb894e8d0003ad2f2578a87f7dfceb', 'imId': '434814c3ffee0f791a8f292380bb6cab', 'imUserType': '2', 'recruiterName': '杨女士', 'recruiterTitle': '人力资源经理', 'chatted': False, 'recruiterPhoto': '6454f16cf4c9886890a40fee06u.png'}, 'comp': {'compName': '文峰荟(广州)企业管理有限公司', 'compId': 13297665, 'compScale': '500-999人', 'compLogo': '634f899ab0584d35822417cb06u.png', 'link': 'https://www.liepin.com/company/13297665/', 'compIndustry': '电子商务'}, 'dataParams': '{\"jobId\":\"62247553\",\"userId\":\"3feb894e8d0003ad2f2578a87f7dfceb\",\"jobKind\":\"2\",\"imId\":\"434814c3ffee0f791a8f292380bb6cab\",\"imUserType\":\"2\",\"recruiterName\":\"杨女士\",\"recruiterPhoto\":\"6454f16cf4c9886890a40fee06u.png\"}', 'dataInfo': '%7B%22jobId%22%3A%2262247553%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['数据产品', '团队管理', '数据建模', '数据挖掘', '数据分析', '产品规划'], 'jobId': '58829065', 'refreshTime': '20231101091404', 'jobKind': '2', 'dq': '广州-越秀区', 'topJob': True, 'title': '数据产品经理', 'salary': '15-25k', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1958829065.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科', 'advViewFlag': True, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2'}, 'recruiter': {'recruiterId': 'f31cd9dd82491a09d1b45007581f7112', 'imId': 'b34991e62012d025eb206e660be18459', 'imUserType': '2', 'recruiterName': '杨女士', 'recruiterTitle': 'HR', 'chatted': False, 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'comp': {'compName': '奥凯信息', 'compId': 1547151, 'compScale': '100-499人', 'compLogo': '5ffbc87587d25544137056ef08u.png', 'link': 'https://www.liepin.com/company/1547151/', 'compIndustry': '计算机软件'}, 'dataParams': '{\"jobId\":\"58829065\",\"userId\":\"f31cd9dd82491a09d1b45007581f7112\",\"jobKind\":\"2\",\"imId\":\"b34991e62012d025eb206e660be18459\",\"imUserType\":\"2\",\"recruiterName\":\"杨女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2258829065%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质'], 'jobId': '50965433', 'refreshTime': '20231101112113', 'jobKind': '2', 'dq': '广州-天河区', 'topJob': False, 'title': '产品经理（化妆品原料）/Product Manager', 'salary': '薪资面议', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1950965433.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '硕士', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3'}, 'recruiter': {'recruiterId': '14799e1bef289c70aa9b550257de7ea8', 'imId': '0ce6f53a162e27cc9427b88c78d2ff1f', 'imUserType': '2', 'recruiterName': '吴女士', 'recruiterTitle': 'HR Officer', 'chatted': False, 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compName': '仙婷集团', 'compId': 8112968, 'compScale': '50-99人', 'compLogo': '6274ee6d04a5ff469b10880402u.png', 'link': 'https://www.liepin.com/company/8112968/', 'compIndustry': '贸易/进出口'}, 'dataParams': '{\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"jobKind\":\"2\",\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"imUserType\":\"2\",\"recruiterName\":\"吴女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2250965433%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['工具产品', '安全产品', '客户端产品', '交通/运输/物流', '汽车行业', '自动驾驶', '产品优化', '用户研究', '产品设计', '产品规划'], 'jobId': '55703639', 'refreshTime': '20231025170441', 'jobKind': '2', 'dq': '广州-海珠区', 'topJob': False, 'title': '自动驾驶产品经理（PM）', 'salary': '25-35k', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 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'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=34'}, 'recruiter': {'recruiterId': '2b6b0643bf65c612313162312f0bffed', 'imId': 'd458df6acc9507089941166e65ebdb6f', 'imUserType': '2', 'recruiterName': '邱女士', 'recruiterTitle': '人力资源管理', 'chatted': False, 'recruiterPhoto': '62903e4ce4c190153f6f304c06u.jpg'}, 'comp': {'compName': '英雄互娱科技股份有限公司', 'compId': 8307104, 'compScale': '1000-2000人', 'compStage': '科创板上市', 'compLogo': '616e7903bbe0bb0ec5705fe401u.png', 'link': 'https://www.liepin.com/company/8307104/', 'compIndustry': '游戏'}, 'dataParams': '{\"jobId\":\"31935443\",\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"jobKind\":\"2\",\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"recruiterName\":\"邱女士\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2231935443%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['电商产品', '供应链产品', '数据产品', '后台产品', '交易产品', '物流快递', '批发/零售', '交通/运输/物流', 'IT互联网', '产品设计'], 'jobId': '49879669', 'refreshTime': '20231009152223', 'jobKind': '1', 'dq': '广州-海珠区', 'topJob': False, 'title': '央企子公司-产品经理', 'salary': '18-24k·17薪', 'link': 'https://www.liepin.com/a/49879669.shtml', 'requireWorkYears': '经验不限', 'requireEduLevel': '统招本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'}, 'recruiter': {'recruiterId': '852741cb8c24c3af7e655412497995d4', 'imId': '37eaf080056c8a456bc971ec2e264ed1', 'imUserType': '2', 'recruiterName': '陶女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '5f2a549e556e7a7b127a73df08u.jpg'}, 'comp': {'compName': '某广州IT服务公司', 'compScale': '100-499人', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'link': '', 'compIndustry': 'IT服务'}, 'dataParams': '{\"jobId\":\"49879669\",\"userId\":\"852741cb8c24c3af7e655412497995d4\",\"jobKind\":\"1\",\"imId\":\"37eaf080056c8a456bc971ec2e264ed1\",\"imUserType\":\"2\",\"recruiterName\":\"陶女士\",\"recruiterPhoto\":\"5f2a549e556e7a7b127a73df08u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2249879669%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['临床试验', '临床项目管理', 'GCP认证', 'CE认证'], 'jobId': '45175333', 'refreshTime': '20221024180150', 'jobKind': '2', 'dq': '广州', 'topJob': False, 'title': '临床试验项目经理PM', 'salary': '25-45k', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1945175333.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'}, 'recruiter': {'recruiterId': 'b7496ba1a2ad4a49540e81c097c2c00b', 'imId': '4e9d98e158ba3d98966d2c65245014c5', 'imUserType': '2', 'recruiterName': '林女士', 'recruiterTitle': 'consultant', 'chatted': False, 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compName': '昆翎医药', 'compId': 8014813, 'compScale': '1000-2000人', 'compLogo': '5f5af11af6d1ab584752271c08u.png', 'link': 'https://www.liepin.com/company/8014813/', 'compIndustry': '制药'}, 'dataParams': '{\"jobId\":\"45175333\",\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"jobKind\":\"2\",\"imId\":\"4e9d98e158ba3d98966d2c65245014c5\",\"imUserType\":\"2\",\"recruiterName\":\"林女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'dataInfo': 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'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}, 'recruiter': {'recruiterId': 'dfd86eaa710f7eb297d8d49512cabd0a', 'imId': '190ab81a74d5846c2e02023589153cdf', 'imUserType': '2', 'recruiterName': '霍女士', 'recruiterTitle': '人事', 'chatted': False, 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compName': '广州秒音科技有限公司', 'compId': 12931963, 'compScale': '50-99人', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'link': 'https://www.liepin.com/company/12931963/', 'compIndustry': '培训服务'}, 'dataParams': '{\"jobId\":\"44331983\",\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"jobKind\":\"2\",\"imId\":\"190ab81a74d5846c2e02023589153cdf\",\"imUserType\":\"2\",\"recruiterName\":\"霍女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2244331983%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': [], 'jobId': '59451141', 'refreshTime': '20231007184541', 'jobKind': '2', 'dq': '广州-越秀区', 'topJob': False, 'title': '医药产品经理', 'salary': '10-18k', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1959451141.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'recruiter': {'recruiterId': '287e85c32340cc0d8381c9b90fe741ef', 'imId': 'a9d9293ef8084ea2c307fe6e334c0c05', 'imUserType': '2', 'recruiterName': '邱女士', 'recruiterTitle': '人事管理主管', 'chatted': False, 'recruiterPhoto': '5cf0e0789fae687d437db2ec04u.jpg'}, 'comp': {'compName': '启瑞药业', 'compId': 3668252, 'compScale': '1000-2000人', 'compLogo': '5bfea30c74719d2aa34c76d203a.png', 'link': 'https://www.liepin.com/company/3668252/', 'compIndustry': '制药'}, 'dataParams': '{\"jobId\":\"59451141\",\"userId\":\"287e85c32340cc0d8381c9b90fe741ef\",\"jobKind\":\"2\",\"imId\":\"a9d9293ef8084ea2c307fe6e334c0c05\",\"imUserType\":\"2\",\"recruiterName\":\"邱女士\",\"recruiterPhoto\":\"5cf0e0789fae687d437db2ec04u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2259451141%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['消费品', '产品规划', '团队管理', '产品设计'], 'jobId': '50358239', 'refreshTime': '20231031090607', 'jobKind': '1', 'dq': '广州-海珠区', 'topJob': False, 'title': '产品经理', 'salary': '20-40k', 'link': 'https://www.liepin.com/a/50358239.shtml', 'requireWorkYears': '1-3年', 'requireEduLevel': '大专', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'recruiterId': '340c1e0233e15ce3c9fda35ccfe3d4a6', 'imId': '9dcf127c3aae34481837546e45eb3a29', 'imUserType': '2', 'recruiterName': '李先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '646c558de654411ceb5f41ca04u.jpg'}, 'comp': {'compName': '某厦门电子商务公司', 'compScale': '100-499人', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'link': '', 'compIndustry': '电子商务'}, 'dataParams': '{\"jobId\":\"50358239\",\"userId\":\"340c1e0233e15ce3c9fda35ccfe3d4a6\",\"jobKind\":\"1\",\"imId\":\"9dcf127c3aae34481837546e45eb3a29\",\"imUserType\":\"2\",\"recruiterName\":\"李先生\",\"recruiterPhoto\":\"646c558de654411ceb5f41ca04u.jpg\"}', 'dataInfo': '%7B%22jobId%22%3A%2250358239%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}], 'compList': []}, 'passThroughData': {'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78', 'scene': 'condition', 'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb', 'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78', 'sfrom': 'search_job_pc'}, 'pagination': {'totalPage': 10, 'pageSize': 40, 'currentPage': 0, 'totalCounts': 803, 'hasNext': False}}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页,接下来将先等待3秒...然后继续抓取\n"
     ]
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "产品经理_广州_results = crawl_liepin.crawl(城市=\"广州\",关键词=\"产品经理\",工作经验=\"\",登录cookie=cookie)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8308e5d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e36552938188a1aad74c9...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[跨境电商, ERP系统, 数据分析, 需求分析, ERP产品, 供应链产品, to B, ...</td>\n",
       "      <td>供应链产品经理（偏业务）</td>\n",
       "      <td>2</td>\n",
       "      <td>20231031090524</td>\n",
       "      <td>60169123</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>13297665.0</td>\n",
       "      <td>文峰荟(广州)企业管理有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>634f899ab0584d35822417cb06u.png</td>\n",
       "      <td>https://www.liepin.com/company/13297665/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"3feb894e8d0003ad2f257...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[跨境电商]</td>\n",
       "      <td>高级产品经理（营销系统方向）</td>\n",
       "      <td>2</td>\n",
       "      <td>20231016194152</td>\n",
       "      <td>62247553</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>6454f16cf4c9886890a40fee06u.png</td>\n",
       "      <td>13297665.0</td>\n",
       "      <td>文峰荟(广州)企业管理有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>634f899ab0584d35822417cb06u.png</td>\n",
       "      <td>https://www.liepin.com/company/13297665/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"d67a620935e36e7774c82...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[策略产品, 区块链, IT互联网, 企业服务, 产品规划, 产品设计, 用户研究, 需求挖掘]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20231101083752</td>\n",
       "      <td>62569513</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>翟先生</td>\n",
       "      <td>VP</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>10269839.0</td>\n",
       "      <td>蚁米控股有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5de4de98cd52473b94ead5d507u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/10269839/</td>\n",
       "      <td>区块链</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20231101112113</td>\n",
       "      <td>50965433</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"7da08eb2dc102f58400ec...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[工具产品, 安全产品, 客户端产品, 交通/运输/物流, 汽车行业, 自动驾驶, 产品优化...</td>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>2</td>\n",
       "      <td>20231025170441</td>\n",
       "      <td>55703639</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[口腔健康, 口腔护理, 产品推广, 方案设计, 产品策划, 研讨会, 技术支持, 英语可作...</td>\n",
       "      <td>口腔护理产品经理/Oral Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20231101112113</td>\n",
       "      <td>62080471</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"5445ba45a2189a2b1a078...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[神外, 医生]</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>58215521</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>7023768.0</td>\n",
       "      <td>复星医药集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5bfe9d4974719d2aa34b5ab303a.png</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "      <td>制药</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"f08748e81b3b0757d734f...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>CT 产品销售经理 广州/武汉</td>\n",
       "      <td>2</td>\n",
       "      <td>20230831193805</td>\n",
       "      <td>61288741</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>翁女士</td>\n",
       "      <td>Recruiter-Talent Acquisition</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8916227.0</td>\n",
       "      <td>西门子医疗系统</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5c0dfd9f570cb120f184080203u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/8916227/</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20230626175056</td>\n",
       "      <td>56876529</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>652cc8f450dc1d7858fd548107u.png</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"f31cd9dd82491a09d1b45...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[数据产品, 团队管理, 数据建模, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20231101091404</td>\n",
       "      <td>58829065</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>1547151.0</td>\n",
       "      <td>奥凯信息</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5ffbc87587d25544137056ef08u.png</td>\n",
       "      <td>https://www.liepin.com/company/1547151/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"afbf12d877df8a7a47025...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[O2O]</td>\n",
       "      <td>Global Product Manager Trainee  (MJ006226)</td>\n",
       "      <td>2</td>\n",
       "      <td>20231101152711</td>\n",
       "      <td>61281705</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>930104.0</td>\n",
       "      <td>欢聚集团</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5e13ea35643e6e53a878611508u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/930104/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"fcd8e77d804f687d959cb...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[灯饰照明, 团队管理]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20231026102113</td>\n",
       "      <td>49182343</td>\n",
       "      <td>广州</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>黎女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bdea60860b75385c7e08u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州仪器仪表公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"d52e29fbf89be5c660013...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[灯饰照明, 团队管理]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20231018143032</td>\n",
       "      <td>49154177</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>617612a0da7a8c13bca59ba108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州仪器仪表公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"41fa653e194c220ad46c8...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[产品经理, 车身电子模块]</td>\n",
       "      <td>产品经理-汽车车身电子域控</td>\n",
       "      <td>1</td>\n",
       "      <td>20231101085836</td>\n",
       "      <td>49625465</td>\n",
       "      <td>广州</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>赵先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>618374e44ef3c506648f576402u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型整车制造公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>整车制造</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"67dab7b9efc2f8cbc7e0e...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>美妆ODM产品开发专员/主管</td>\n",
       "      <td>2</td>\n",
       "      <td>20231019104704</td>\n",
       "      <td>62288929</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>56418e8545cedee52866dea405a.png</td>\n",
       "      <td>583122.0</td>\n",
       "      <td>众上集团</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5bfe9d5a74719d2aa34b5e0903a.png</td>\n",
       "      <td>https://www.liepin.com/company/583122/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"d82443182845f7d6e5afd...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[AIGC, AI产品]</td>\n",
       "      <td>AIGC营销产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20231101202515</td>\n",
       "      <td>47365799</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>608c916063e75e67cfb39bdc05u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"09129a3bc6f13614e4e32...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230725091153</td>\n",
       "      <td>48604689</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>12773635.0</td>\n",
       "      <td>索恩照明(广州)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60b831ef7cc07936e59f518306u.png</td>\n",
       "      <td>https://www.liepin.com/company/12773635/</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1b2d3c696b09ca69b0e5f...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20231027092746</td>\n",
       "      <td>58870277</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HRBP经理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>43037645</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>112</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20231031140824</td>\n",
       "      <td>30477665</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>...</td>\n",
       "      <td>Keli Tang</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>2</td>\n",
       "      <td>20230602115342</td>\n",
       "      <td>35923437</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>2</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>50466807</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"4c74312f2df01b9baaf05...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[销售管理, 客户管理]</td>\n",
       "      <td>产品销售经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230802155628</td>\n",
       "      <td>60488943</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>曹女士</td>\n",
       "      <td>HRBP经理</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7023768.0</td>\n",
       "      <td>复星医药集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5bfe9d4974719d2aa34b5ab303a.png</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "      <td>制药</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"cd24cb737616cf6b537f7...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[数据产品, Power BI, Spark]</td>\n",
       "      <td>Data Platform Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20231101141007</td>\n",
       "      <td>61828959</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>杜先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>日化</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"45f2508978d0b25257aaf...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[策略产品, 内容产品, IT互联网, 消费品, 产品优化, 产品规划, 小程序产品, 产品...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20231031102523</td>\n",
       "      <td>60422621</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>赵女士</td>\n",
       "      <td>SP</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>7865459.0</td>\n",
       "      <td>软通动力</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5bfe90cf74719d35745ab55f03a.png</td>\n",
       "      <td>https://www.liepin.com/company/7865459/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"1a2fb78db70a2b2fa1a15...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[.NET]</td>\n",
       "      <td>Product Manager - 家电，厨具</td>\n",
       "      <td>1</td>\n",
       "      <td>20231017181811</td>\n",
       "      <td>50119599</td>\n",
       "      <td>广州</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5873259e70328d3347533fb104a.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>欧美外企</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>石油/化工</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[市场洞察, 拓展培训, 团队管理, 销售管理, 出差]</td>\n",
       "      <td>微生物检测产品销售经理（制药行业/双休）</td>\n",
       "      <td>2</td>\n",
       "      <td>20231020144432</td>\n",
       "      <td>61072575</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 咨询项目, 服务业, IT/互联网/软...</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>2</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>57403583</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"31d408dc7dda43175cbd0...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[to B, 产品规划, 产品设计]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20230918103406</td>\n",
       "      <td>49477287</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>岑先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f23ee20556e7a7b12762cf901u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州仪器仪表公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"c05025bae27309b3a8db4...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[照明行业]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20230818011637</td>\n",
       "      <td>48709489</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fe86879c7cc70efbf986601u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州仪器仪表公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"2caf83f16a59efecbfd21...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[照明行业]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20230818125531</td>\n",
       "      <td>48721953</td>\n",
       "      <td>广州</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f44ed55f6d1ab58473e7b2903u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20230626124343</td>\n",
       "      <td>55992453</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"43077be1b8f8678f50d28...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Oral Product Manager(口腔护理产品）</td>\n",
       "      <td>1</td>\n",
       "      <td>20231101103327</td>\n",
       "      <td>49927587</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>颜女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>54d0bf50712e13549ab1aecc02c.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[口腔健康, 口腔护理, 产品推广, 方案设计, 产品策划, 研讨会, 技术支持, 英语可作...</td>\n",
       "      <td>Oral Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>20231101112113</td>\n",
       "      <td>62080265</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>2</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>31935443</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>邱女士</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"852741cb8c24c3af7e655...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[电商产品, 供应链产品, 数据产品, 后台产品, 交易产品, 物流快递, 批发/零售, 交...</td>\n",
       "      <td>央企子公司-产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20231009152223</td>\n",
       "      <td>49879669</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>陶女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f2a549e556e7a7b127a73df08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"b7496ba1a2ad4a49540e8...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[临床试验, 临床项目管理, GCP认证, CE认证]</td>\n",
       "      <td>临床试验项目经理PM</td>\n",
       "      <td>2</td>\n",
       "      <td>20221024180150</td>\n",
       "      <td>45175333</td>\n",
       "      <td>广州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>...</td>\n",
       "      <td>林女士</td>\n",
       "      <td>consultant</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>8014813.0</td>\n",
       "      <td>昆翎医药</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5f5af11af6d1ab584752271c08u.png</td>\n",
       "      <td>https://www.liepin.com/company/8014813/</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"dfd86eaa710f7eb297d8d...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[axure, visio, powerpoint, word, Excel]</td>\n",
       "      <td>初级产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20211125150437</td>\n",
       "      <td>44331983</td>\n",
       "      <td>广州</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>霍女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>12931963.0</td>\n",
       "      <td>广州秒音科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12931963/</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"287e85c32340cc0d8381c...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>20231007184541</td>\n",
       "      <td>59451141</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>邱女士</td>\n",
       "      <td>人事管理主管</td>\n",
       "      <td>5cf0e0789fae687d437db2ec04u.jpg</td>\n",
       "      <td>3668252.0</td>\n",
       "      <td>启瑞药业</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5bfea30c74719d2aa34c76d203a.png</td>\n",
       "      <td>https://www.liepin.com/company/3668252/</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"340c1e0233e15ce3c9fda...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[消费品, 产品规划, 团队管理, 产品设计]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>20231031090607</td>\n",
       "      <td>50358239</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>646c558de654411ceb5f41ca04u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某厦门电子商务公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"userId\":\"e36552938188a1aad74c9...   \n",
       "1   {\"jobKind\":\"2\",\"userId\":\"3feb894e8d0003ad2f257...   \n",
       "2   {\"jobKind\":\"2\",\"userId\":\"d67a620935e36e7774c82...   \n",
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       "5   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       "6   {\"jobKind\":\"2\",\"userId\":\"5445ba45a2189a2b1a078...   \n",
       "7   {\"jobKind\":\"2\",\"userId\":\"f08748e81b3b0757d734f...   \n",
       "8   {\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...   \n",
       "9   {\"jobKind\":\"2\",\"userId\":\"f31cd9dd82491a09d1b45...   \n",
       "10  {\"jobKind\":\"2\",\"userId\":\"afbf12d877df8a7a47025...   \n",
       "11  {\"jobKind\":\"1\",\"userId\":\"fcd8e77d804f687d959cb...   \n",
       "12  {\"jobKind\":\"1\",\"userId\":\"d52e29fbf89be5c660013...   \n",
       "13  {\"jobKind\":\"1\",\"userId\":\"41fa653e194c220ad46c8...   \n",
       "14  {\"jobKind\":\"2\",\"userId\":\"67dab7b9efc2f8cbc7e0e...   \n",
       "15  {\"jobKind\":\"1\",\"userId\":\"d82443182845f7d6e5afd...   \n",
       "16  {\"jobKind\":\"2\",\"userId\":\"09129a3bc6f13614e4e32...   \n",
       "17  {\"jobKind\":\"2\",\"userId\":\"1b2d3c696b09ca69b0e5f...   \n",
       "18  {\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...   \n",
       "19  {\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...   \n",
       "20  {\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...   \n",
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       "22  {\"jobKind\":\"2\",\"userId\":\"4c74312f2df01b9baaf05...   \n",
       "23  {\"jobKind\":\"2\",\"userId\":\"cd24cb737616cf6b537f7...   \n",
       "24  {\"jobKind\":\"2\",\"userId\":\"45f2508978d0b25257aaf...   \n",
       "25  {\"jobKind\":\"1\",\"userId\":\"1a2fb78db70a2b2fa1a15...   \n",
       "26  {\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...   \n",
       "27  {\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...   \n",
       "28  {\"jobKind\":\"1\",\"userId\":\"31d408dc7dda43175cbd0...   \n",
       "29  {\"jobKind\":\"1\",\"userId\":\"c05025bae27309b3a8db4...   \n",
       "30  {\"jobKind\":\"1\",\"userId\":\"2caf83f16a59efecbfd21...   \n",
       "31  {\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...   \n",
       "32  {\"jobKind\":\"1\",\"userId\":\"43077be1b8f8678f50d28...   \n",
       "33  {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       "34  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...   \n",
       "35  {\"jobKind\":\"1\",\"userId\":\"852741cb8c24c3af7e655...   \n",
       "36  {\"jobKind\":\"2\",\"userId\":\"b7496ba1a2ad4a49540e8...   \n",
       "37  {\"jobKind\":\"2\",\"userId\":\"dfd86eaa710f7eb297d8d...   \n",
       "38  {\"jobKind\":\"2\",\"userId\":\"287e85c32340cc0d8381c...   \n",
       "39  {\"jobKind\":\"1\",\"userId\":\"340c1e0233e15ce3c9fda...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0   [跨境电商, ERP系统, 数据分析, 需求分析, ERP产品, 供应链产品, to B, ...   \n",
       "1                                              [跨境电商]   \n",
       "2    [策略产品, 区块链, IT互联网, 企业服务, 产品规划, 产品设计, 用户研究, 需求挖掘]   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "4   [工具产品, 安全产品, 客户端产品, 交通/运输/物流, 汽车行业, 自动驾驶, 产品优化...   \n",
       "5   [口腔健康, 口腔护理, 产品推广, 方案设计, 产品策划, 研讨会, 技术支持, 英语可作...   \n",
       "6                                            [神外, 医生]   \n",
       "7                                                  []   \n",
       "8                                                  []   \n",
       "9                [数据产品, 团队管理, 数据建模, 数据挖掘, 数据分析, 产品规划]   \n",
       "10                                              [O2O]   \n",
       "11                                       [灯饰照明, 团队管理]   \n",
       "12                                       [灯饰照明, 团队管理]   \n",
       "13                                     [产品经理, 车身电子模块]   \n",
       "14                                                 []   \n",
       "15                                       [AIGC, AI产品]   \n",
       "16                                                 []   \n",
       "17                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]   \n",
       "18                                                 []   \n",
       "19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       "20                                                 []   \n",
       "21                                 [商品管理, 产品企划, 商品运营]   \n",
       "22                                       [销售管理, 客户管理]   \n",
       "23                            [数据产品, Power BI, Spark]   \n",
       "24  [策略产品, 内容产品, IT互联网, 消费品, 产品优化, 产品规划, 小程序产品, 产品...   \n",
       "25                                             [.NET]   \n",
       "26                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]   \n",
       "27  [CRM软件, 信息化项目, 软件行业, 售前支持, 咨询项目, 服务业, IT/互联网/软...   \n",
       "28                                 [to B, 产品规划, 产品设计]   \n",
       "29                                             [照明行业]   \n",
       "30                                             [照明行业]   \n",
       "31                                             [品牌策划]   \n",
       "32                                                 []   \n",
       "33  [口腔健康, 口腔护理, 产品推广, 方案设计, 产品策划, 研讨会, 技术支持, 英语可作...   \n",
       "34                                             [数据分析]   \n",
       "35  [电商产品, 供应链产品, 数据产品, 后台产品, 交易产品, 物流快递, 批发/零售, 交...   \n",
       "36                        [临床试验, 临床项目管理, GCP认证, CE认证]   \n",
       "37            [axure, visio, powerpoint, word, Excel]   \n",
       "38                                                 []   \n",
       "39                            [消费品, 产品规划, 团队管理, 产品设计]   \n",
       "\n",
       "                                     job.title job.jobKind job.refreshTime  \\\n",
       "0                                 供应链产品经理（偏业务）           2  20231031090524   \n",
       "1                               高级产品经理（营销系统方向）           2  20231016194152   \n",
       "2                                         产品经理           2  20231101083752   \n",
       "3                  产品经理（化妆品原料）/Product Manager           2  20231101112113   \n",
       "4                                 自动驾驶产品经理（PM）           2  20231025170441   \n",
       "5                口腔护理产品经理/Oral Product Manager           2  20231101112113   \n",
       "6               神外产品销售经理 Product Sales Manager           2  20230428143658   \n",
       "7                              CT 产品销售经理 广州/武汉           2  20230831193805   \n",
       "8                   Automation Product Manager           2  20230626175056   \n",
       "9                                       数据产品经理           2  20231101091404   \n",
       "10  Global Product Manager Trainee  (MJ006226)           2  20231101152711   \n",
       "11                                        产品经理           1  20231026102113   \n",
       "12                                        产品经理           1  20231018143032   \n",
       "13                               产品经理-汽车车身电子域控           1  20231101085836   \n",
       "14                              美妆ODM产品开发专员/主管           2  20231019104704   \n",
       "15                                  AIGC营销产品经理           1  20231101202515   \n",
       "16                                      助理产品经理           2  20230725091153   \n",
       "17                                      产品策划经理           2  20231027092746   \n",
       "18                                      数码产品经理           2  20210913204744   \n",
       "19                                        产品经理           2  20231031140824   \n",
       "20                                产品经理（工业消洗产品）           2  20230602115342   \n",
       "21                       产品经理-产品企划（鞋类）(J13091)           2  20221116184947   \n",
       "22                                      产品销售经理           2  20230802155628   \n",
       "23               Data Platform Product Manager           2  20231101141007   \n",
       "24                                        产品经理           2  20231031102523   \n",
       "25                     Product Manager - 家电，厨具           1  20231017181811   \n",
       "26                        微生物检测产品销售经理（制药行业/双休）           2  20231020144432   \n",
       "27                      CRM实施顾问&项目经理PM(J12971)           2  20230329180701   \n",
       "28                                        产品经理           1  20230918103406   \n",
       "29                                        产品经理           1  20230818011637   \n",
       "30                                        产品经理           1  20230818125531   \n",
       "31                                      产品策划经理           2  20230626124343   \n",
       "32                Oral Product Manager(口腔护理产品）           1  20231101103327   \n",
       "33                        Oral Product Manager           2  20231101112113   \n",
       "34                                        游戏PM           2  20200921191755   \n",
       "35                                  央企子公司-产品经理           1  20231009152223   \n",
       "36                                  临床试验项目经理PM           2  20221024180150   \n",
       "37                                      初级产品经理           2  20211125150437   \n",
       "38                                      医药产品经理           2  20231007184541   \n",
       "39                                        产品经理           1  20231031090607   \n",
       "\n",
       "   job.jobId  job.dq job.requireWorkYears job.requireEduLevel  ...  \\\n",
       "0   60169123  广州-越秀区                5-10年                统招本科  ...   \n",
       "1   62247553  广州-越秀区                5-10年                统招本科  ...   \n",
       "2   62569513  广州-黄埔区                 3-5年                统招本科  ...   \n",
       "3   50965433  广州-天河区                 3-5年                  硕士  ...   \n",
       "4   55703639  广州-海珠区                 3-5年                统招本科  ...   \n",
       "5   62080471  广州-天河区                5-10年                统招本科  ...   \n",
       "6   58215521  广州-越秀区                 1-3年                统招本科  ...   \n",
       "7   61288741  广州-越秀区                5-10年                  本科  ...   \n",
       "8   56876529  广州-天河区                5-10年                  本科  ...   \n",
       "9   58829065  广州-越秀区                 3-5年                统招本科  ...   \n",
       "10  61281705  广州-番禺区                 1-3年                统招本科  ...   \n",
       "11  49182343      广州                5-10年                统招本科  ...   \n",
       "12  49154177      广州                 经验不限                统招本科  ...   \n",
       "13  49625465      广州                5-10年                  本科  ...   \n",
       "14  62288929  广州-白云区                 1-3年                  大专  ...   \n",
       "15  47365799      广州                 3-5年                统招本科  ...   \n",
       "16  48604689  广州-黄埔区                5-10年                统招本科  ...   \n",
       "17  58870277  广州-白云区                5-10年                  本科  ...   \n",
       "18  43037645      广州                 3-5年                  本科  ...   \n",
       "19  30477665  广州-越秀区                5-10年                  硕士  ...   \n",
       "20  35923437      广州                 3-5年                  硕士  ...   \n",
       "21  50466807  广州-天河区                 3-5年                  本科  ...   \n",
       "22  60488943  广州-越秀区                 1-3年                  本科  ...   \n",
       "23  61828959  广州-天河区                5-10年                统招本科  ...   \n",
       "24  60422621  广州-天河区                 3-5年                  本科  ...   \n",
       "25  50119599      广州                5-10年                  本科  ...   \n",
       "26  61072575  广州-黄埔区                5-10年                  本科  ...   \n",
       "27  57403583  广州-番禺区                 3-5年                  本科  ...   \n",
       "28  49477287      广州                 经验不限                  本科  ...   \n",
       "29  48709489  广州-黄埔区                10年以上                统招本科  ...   \n",
       "30  48721953      广州                10年以上                统招本科  ...   \n",
       "31  55992453  广州-白云区                5-10年                  本科  ...   \n",
       "32  49927587  广州-天河区                5-10年                统招本科  ...   \n",
       "33  62080265  广州-天河区                5-10年                统招本科  ...   \n",
       "34  31935443  广州-海珠区                 3-5年                  本科  ...   \n",
       "35  49879669  广州-海珠区                 经验不限                统招本科  ...   \n",
       "36  45175333      广州                 3-5年                统招本科  ...   \n",
       "37  44331983      广州                 经验不限                  大专  ...   \n",
       "38  59451141  广州-越秀区                 3-5年                  本科  ...   \n",
       "39  50358239  广州-海珠区                 1-3年                  大专  ...   \n",
       "\n",
       "    recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       "0                       王女士                          人事专员   \n",
       "1                       杨女士                        人力资源经理   \n",
       "2                       翟先生                            VP   \n",
       "3                       吴女士                    HR Officer   \n",
       "4                       侯先生                          HRBP   \n",
       "5                       吴女士                    HR Officer   \n",
       "6                       张先生                        人力资源专员   \n",
       "7                       翁女士  Recruiter-Talent Acquisition   \n",
       "8                       王女士                        人力资源专员   \n",
       "9                       杨女士                            HR   \n",
       "10                      刘女士                            人事   \n",
       "11                      黎女士                          猎头顾问   \n",
       "12                      朱女士                          猎头顾问   \n",
       "13                      赵先生                          猎头顾问   \n",
       "14                      郑女士                          招聘经理   \n",
       "15                      杨女士                          猎头顾问   \n",
       "16                      黄女士                          招聘经理   \n",
       "17                      黄女士                        HRBP经理   \n",
       "18                      张先生                           112   \n",
       "19                Keli Tang                          HRBP   \n",
       "20                      陈女士                            HR   \n",
       "21                      陈先生                                 \n",
       "22                      曹女士                        HRBP经理   \n",
       "23                      杜先生                          招聘经理   \n",
       "24                      赵女士                            SP   \n",
       "25                      陈女士                          猎头顾问   \n",
       "26                      陈女士                                 \n",
       "27                      俞女士                            HR   \n",
       "28                      岑先生                          猎头顾问   \n",
       "29                      李先生                          猎头顾问   \n",
       "30                      李先生                          猎头顾问   \n",
       "31                      郑先生                           HRM   \n",
       "32                      颜女士                          猎头顾问   \n",
       "33                      吴女士                    HR Officer   \n",
       "34                      邱女士                        人力资源管理   \n",
       "35                      陶女士                          猎头顾问   \n",
       "36                      林女士                    consultant   \n",
       "37                      霍女士                            人事   \n",
       "38                      邱女士                        人事管理主管   \n",
       "39                      李先生                          猎头顾问   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compId    comp.compName  \\\n",
       "0   5f8f9865ea60860b75384fa508u.jpg  13297665.0  文峰荟(广州)企业管理有限公司   \n",
       "1   6454f16cf4c9886890a40fee06u.png  13297665.0  文峰荟(广州)企业管理有限公司   \n",
       "2   5f8f9868f6d1ab58476f24a008u.jpg  10269839.0         蚁米控股有限公司   \n",
       "3   5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       "4   5f8f986bdfb13a7dee342f2108u.jpg   9491766.0       文远知行WeRide   \n",
       "5   5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       "6   5f8f986aea60860b75384fab08u.jpg   7023768.0           复星医药集团   \n",
       "7   5f8f98648dbe6273dcf8515508u.jpg   8916227.0          西门子医疗系统   \n",
       "8   5f8f98648dbe6273dcf8515508u.jpg   8506529.0              丹纳赫   \n",
       "9   5f8f9866dfb13a7dee342f1808u.jpg   1547151.0             奥凯信息   \n",
       "10  5f8f986779c7cc70efbf36c008u.jpg    930104.0             欢聚集团   \n",
       "11  5f8fa3bdea60860b75385c7e08u.png         NaN        某广州仪器仪表公司   \n",
       "12  617612a0da7a8c13bca59ba108u.jpg         NaN        某广州仪器仪表公司   \n",
       "13  618374e44ef3c506648f576402u.png         NaN      某广州大型整车制造公司   \n",
       "14  56418e8545cedee52866dea405a.png    583122.0             众上集团   \n",
       "15  608c916063e75e67cfb39bdc05u.png         NaN            某知名公司   \n",
       "16  5f8f9865ea60860b75384fa508u.jpg  12773635.0     索恩照明(广州)有限公司   \n",
       "17  5f8f9863f6d1ab58476f246a08u.jpg   9660700.0     嫚熙控股(广州)有限公司   \n",
       "18  5f8f986aea60860b75384fab08u.jpg   2664546.0             汇丰软件   \n",
       "19  5f8f9865ea60860b75384fa508u.jpg   9283329.0     即能科技(广州)有限公司   \n",
       "20  5f8f9863f6d1ab58476f246a08u.jpg   7932064.0    广东环凯微生物科技有限公司   \n",
       "21  5f8f9868f6d1ab58476f24a008u.jpg  13032765.0            斯凯奇中国   \n",
       "22  5f8f9863f6d1ab58476f246a08u.jpg   7023768.0           复星医药集团   \n",
       "23  5f8f986aea60860b75384fab08u.jpg    873330.0         广州宝洁有限公司   \n",
       "24  5f8f9866dfb13a7dee342f1808u.jpg   7865459.0             软通动力   \n",
       "25  5873259e70328d3347533fb104a.jpg         NaN             欧美外企   \n",
       "26  5f8f98648dbe6273dcf8515508u.jpg   7932064.0    广东环凯微生物科技有限公司   \n",
       "27  601baaab60c8320221e3c1d902u.png   8361671.0   上海汉得信息技术股份有限公司   \n",
       "28  5f23ee20556e7a7b12762cf901u.jpg         NaN        某广州仪器仪表公司   \n",
       "29  5f8fe86879c7cc70efbf986601u.jpg         NaN        某广州仪器仪表公司   \n",
       "30  5f44ed55f6d1ab58473e7b2903u.png         NaN            某知名公司   \n",
       "31  5f8f9868f6d1ab58476f24a008u.jpg   9660700.0     嫚熙控股(广州)有限公司   \n",
       "32  54d0bf50712e13549ab1aecc02c.jpg         NaN       某广州贸易进出口公司   \n",
       "33  5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       "34  62903e4ce4c190153f6f304c06u.jpg   8307104.0     英雄互娱科技股份有限公司   \n",
       "35  5f2a549e556e7a7b127a73df08u.jpg         NaN        某广州IT服务公司   \n",
       "36  5f8f9863f6d1ab58476f246a08u.jpg   8014813.0             昆翎医药   \n",
       "37  5f8f986779c7cc70efbf36c008u.jpg  12931963.0       广州秒音科技有限公司   \n",
       "38  5cf0e0789fae687d437db2ec04u.jpg   3668252.0             启瑞药业   \n",
       "39  646c558de654411ceb5f41ca04u.jpg         NaN        某厦门电子商务公司   \n",
       "\n",
       "    comp.compScale                    comp.compLogo  \\\n",
       "0         500-999人  634f899ab0584d35822417cb06u.png   \n",
       "1         500-999人  634f899ab0584d35822417cb06u.png   \n",
       "2         100-499人  5de4de98cd52473b94ead5d507u.jpg   \n",
       "3           50-99人  6274ee6d04a5ff469b10880402u.png   \n",
       "4         100-499人  60a497de907306298575785f03u.png   \n",
       "5           50-99人  6274ee6d04a5ff469b10880402u.png   \n",
       "6         10000人以上  5bfe9d4974719d2aa34b5ab303a.png   \n",
       "7      5000-10000人  5c0dfd9f570cb120f184080203u.jpg   \n",
       "8      5000-10000人  652cc8f450dc1d7858fd548107u.png   \n",
       "9         100-499人  5ffbc87587d25544137056ef08u.png   \n",
       "10     5000-10000人  5e13ea35643e6e53a878611508u.jpg   \n",
       "11        100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "12        100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "13        10000人以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       "14      1000-2000人  5bfe9d5a74719d2aa34b5e0903a.png   \n",
       "15        100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "16        100-499人  60b831ef7cc07936e59f518306u.png   \n",
       "17      1000-2000人  5f30a76e556e7a7b1280cc3006u.png   \n",
       "18      2000-5000人  5bfe92c174719d9f609a7b9603a.png   \n",
       "19           1-49人  59dc78457832e11b880f044c05a.png   \n",
       "20        100-499人  5bfe8edd74719d35745a548603a.png   \n",
       "21      2000-5000人  628c584cb244352e0e92248608u.png   \n",
       "22        10000人以上  5bfe9d4974719d2aa34b5ab303a.png   \n",
       "23        10000人以上  54d1e9c6712e7147fd813b3801a.png   \n",
       "24        10000人以上  5bfe90cf74719d35745ab55f03a.png   \n",
       "25           1-49人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "26        100-499人  5bfe8edd74719d35745a548603a.png   \n",
       "27        10000人以上  5ed700f4ec4db462f82e4ddf01u.png   \n",
       "28        100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "29        100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "30        100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "31      1000-2000人  5f30a76e556e7a7b1280cc3006u.png   \n",
       "32          50-99人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "33          50-99人  6274ee6d04a5ff469b10880402u.png   \n",
       "34      1000-2000人  616e7903bbe0bb0ec5705fe401u.png   \n",
       "35        100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "36      1000-2000人  5f5af11af6d1ab584752271c08u.png   \n",
       "37          50-99人  61b07937d0458d53c627567e02u.jpg   \n",
       "38      1000-2000人  5bfea30c74719d2aa34c76d203a.png   \n",
       "39        100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "                                   comp.link comp.compIndustry comp.compStage  \n",
       "0   https://www.liepin.com/company/13297665/              电子商务            NaN  \n",
       "1   https://www.liepin.com/company/13297665/              电子商务            NaN  \n",
       "2   https://www.liepin.com/company/10269839/               区块链            NaN  \n",
       "3    https://www.liepin.com/company/8112968/            贸易/进出口            NaN  \n",
       "4    https://www.liepin.com/company/9491766/              人工智能             D轮  \n",
       "5    https://www.liepin.com/company/8112968/            贸易/进出口            NaN  \n",
       "6    https://www.liepin.com/company/7023768/                制药            已上市  \n",
       "7    https://www.liepin.com/company/8916227/              医疗器械            NaN  \n",
       "8    https://www.liepin.com/company/8506529/              医疗器械            NaN  \n",
       "9    https://www.liepin.com/company/1547151/             计算机软件            NaN  \n",
       "10    https://www.liepin.com/company/930104/               互联网           美股上市  \n",
       "11                                                        仪器仪表          融资未公开  \n",
       "12                                                        仪器仪表          融资未公开  \n",
       "13                                                        整车制造          融资未公开  \n",
       "14    https://www.liepin.com/company/583122/          食品/饮料/酒水          融资未公开  \n",
       "15                                                    广告/公关/会展            已上市  \n",
       "16  https://www.liepin.com/company/12773635/              仪器仪表            NaN  \n",
       "17   https://www.liepin.com/company/9660700/               互联网            NaN  \n",
       "18   https://www.liepin.com/company/2664546/             计算机软件             其他  \n",
       "19   https://www.liepin.com/company/9283329/            专业技术服务            NaN  \n",
       "20   https://www.liepin.com/company/7932064/                制药          融资未公开  \n",
       "21  https://www.liepin.com/company/13032765/          服装/纺织/皮革            NaN  \n",
       "22   https://www.liepin.com/company/7023768/                制药            已上市  \n",
       "23    https://www.liepin.com/company/873330/                日化            NaN  \n",
       "24   https://www.liepin.com/company/7865459/               互联网            NaN  \n",
       "25                                                       石油/化工            NaN  \n",
       "26   https://www.liepin.com/company/7932064/                制药          融资未公开  \n",
       "27   https://www.liepin.com/company/8361671/               互联网            已上市  \n",
       "28                                                        仪器仪表          融资未公开  \n",
       "29                                                        仪器仪表          融资未公开  \n",
       "30                                                        仪器仪表          融资未公开  \n",
       "31   https://www.liepin.com/company/9660700/               互联网            NaN  \n",
       "32                                                      贸易/进出口          融资未公开  \n",
       "33   https://www.liepin.com/company/8112968/            贸易/进出口            NaN  \n",
       "34   https://www.liepin.com/company/8307104/                游戏          科创板上市  \n",
       "35                                                        IT服务            NaN  \n",
       "36   https://www.liepin.com/company/8014813/                制药            NaN  \n",
       "37  https://www.liepin.com/company/12931963/              培训服务            NaN  \n",
       "38   https://www.liepin.com/company/3668252/                制药            NaN  \n",
       "39                                                        电子商务            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_广州_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b8e65071",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'job.labels', 'job.title', 'job.jobKind',\n",
       "       'job.refreshTime', 'job.jobId', 'job.dq', 'job.requireWorkYears',\n",
       "       'job.requireEduLevel', 'job.topJob', 'job.link', 'job.salary',\n",
       "       'job.pcOuterLink', 'job.h5OuterLink', 'job.advViewFlag',\n",
       "       'job.dataPromId', 'recruiter.chatted', 'recruiter.recruiterId',\n",
       "       'recruiter.imId', 'recruiter.imUserType', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.recruiterPhoto', 'comp.compId',\n",
       "       'comp.compName', 'comp.compScale', 'comp.compLogo', 'comp.link',\n",
       "       'comp.compIndustry', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_广州_results.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "da96a9a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['广州', '广州-越秀区', '广州-天河区', '广州-黄埔区', '广州-海珠区', '广州-白云区', '广州-番禺区'], dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_广州_results[\"job.dq\"].value_counts().index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cfa41f1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[11, 8, 8, 4, 4, 3, 2]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[ i for i in 产品经理_广州_results[\"job.dq\"].value_counts()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cec9e4ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        11\n",
       "广州-越秀区     8\n",
       "广州-天河区     8\n",
       "广州-黄埔区     4\n",
       "广州-海珠区     4\n",
       "广州-白云区     3\n",
       "广州-番禺区     2\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq = 产品经理_广州_results[\"job.dq\"].value_counts()\n",
    "series_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a4c1f93e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['广州-越秀区', '广州-天河区', '广州-黄埔区', '广州-海珠区', '广州-白云区', '广州-番禺区']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dq_name = [ i for i in series_dq.index if'-' in i]\n",
    "dq_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f508532d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['广州-越秀区', '广州-天河区', '广州-黄埔区', '广州-海珠区', '广州-白云区', '广州-番禺区'], dtype='object')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq[dq_name].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c6eb55e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Installing collected packages: simplejson, prettytable, pyecharts\n",
      "Successfully installed prettytable-3.9.0 pyecharts-2.0.4 simplejson-3.19.2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ConnectTimeoutError(<pip._vendor.urllib3.connection.HTTPSConnection object at 0x00000141BBC36A50>, 'Connection to files.pythonhosted.org timed out. (connect timeout=15)')': /packages/88/9c/213d7107634fb6629a932f9120ec78be04435eabd1b2bee482908ac9d648/pyecharts-2.0.4-py3-none-any.whl.metadata\n"
     ]
    }
   ],
   "source": [
    "!pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "af16b395",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['汕头市', '汕尾市', '揭阳市', '阳江市', '肇庆市', '广州市', '惠州市']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "Faker.guangdong_city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "90658a92",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(Faker.guangdong_city, Faker.values())], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广东地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    .render(\"map_guangdong.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5aaf0d4f",
   "metadata": {},
   "source": [
    "# 2.尝试数据分析进行数据交互式可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4cf3db2a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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    "name": "ipython",
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   "pygments_lexer": "ipython3",
   "version": "3.11.4"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
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